from model_controller import ModelPredictController, ModelTrainController
from plotter import Plotter
from glob import glob
from IPython.display import Image

Found GPU at: /device:GPU:0
2.5.0
Found GPU at: /device:GPU:0
2.5.0
Found GPU at: /device:GPU:0
Found GPU at: /device:GPU:0
2.5.0

model = ModelPredictController();

model.load()

building...
total do vocabularario=  179
VOCAB_SIZE 180

model.restoreFromBestCheckpoint()

restore from pretraining  ../best_checkpoint/1006/checkpoints/train\ckpt-48 ...

model.restoreFromBestCheckpoint()

model.evaluateForTest('irt_hebraica_jan2020-2', plot_attention=True)

evaluating total images:  155 ...
evaluating  0 ...
------------------------ 0 ------------------------------
predicted ['c4', 'g6', 'Nf3', 'Nf6']
expected ['e4', 'c5', 'Nf3', 'e6']
../test-data/irt_hebraica_jan2020-2\images\irt_hebraica_jan2020_001.jpg

------------------------ 1 ------------------------------
predicted ['e4', 'c5', 'Nf3', 'c6']
expected ['e4', 'e5', 'Nf3', 'e6']
../test-data/irt_hebraica_jan2020-2\images\irt_hebraica_jan2020_002.jpg

------------------------ 2 ------------------------------
predicted ['e4', 'c5', 'Nf3', 'Nc6']
expected ['e4', 'e5', 'Nf3', 'Nc6']
../test-data/irt_hebraica_jan2020-2\images\irt_hebraica_jan2020_003.jpg

------------------------ 3 ------------------------------
predicted ['e4', 'e5', 'Nf3', 'Nc6']
expected ['e4', 'e5', 'Nf3', 'Nc6']
../test-data/irt_hebraica_jan2020-2\images\irt_hebraica_jan2020_004.jpg

------------------------ 4 ------------------------------
predicted ['d4', 'Nf6', 'Nf3', 'd6']
expected ['d4', 'Nf6', 'Nf3', 'g6']
../test-data/irt_hebraica_jan2020-2\images\irt_hebraica_jan2020_005.jpg

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evaluating  100 ...
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len 1 accuracy 0.7548387050628662 cir 0.14623655
len 2 accuracy 0.7161290049552917 cir 0.1655914
len 3 accuracy 0.6903225779533386 cir 0.19247313
len 4 accuracy 0.6629032492637634 cir 0.21129033

model.evaluateForTest('test', plot_attention=True)

evaluating total images:  114 ...
evaluating  0 ...
------------------------ 0 ------------------------------
predicted ['e4', 'c5', 'Nf3', 'e6']
expected ['e4', 'c5', 'Nf3', 'e6', 'd4', 'cxd4', 'Nxd4', 'a6', 'c4', 'Qc7', 'Nc3', 'Nf6', 'Be3', 'Bb4', 'Qd2', 'Nxe4']
../test-data/test\images\carnaval_0004_fullpage.jpg

------------------------ 1 ------------------------------
predicted ['e4', 'c5', 'Nf3', 'd6']
expected ['e4', 'c5', 'Nf3', 'd6', 'Bb5+', 'Bd7', 'Bxd7+', 'Nxd7', 'O-O', 'Ngf6', 'Re1', 'e5', 'c3', 'Be7', 'd3', 'O-O']
../test-data/test\images\carnaval_0015_fullpage.jpg

------------------------ 2 ------------------------------
predicted ['Nf3', 'Nf6', 'g3', 'd5']
expected ['Nf3', 'Nf6', 'g3', 'd5', 'c4', 'e6', 'b3', 'Be7', 'Bb2', 'O-O', 'Bg2', 'Nbd7', 'O-O', 'c6', 'd3', 'Re8']
../test-data/test\images\carnaval_0023_fullpage.jpg

------------------------ 3 ------------------------------
predicted ['c4', 'c5', 'Nc3', 'Nc6']
expected ['c4', 'c5', 'Nc3', 'Nc6', 'g3', 'g6', 'Bg2', 'Bg7', 'Nf3', 'd6', 'O-O', 'e5', 'd3', 'Nge7', 'Rb1', 'O-O']
../test-data/test\images\carnaval_0029_fullpage.jpg

------------------------ 4 ------------------------------
predicted ['d4', 'd5', 'Bf4', 'Nf6']
expected ['d4', 'd5', 'Bf4', 'Nf6', 'e3', 'c5', 'c3', 'Qb6', 'Qb3', 'c4', 'Qc2', 'g6', 'Nd2', 'Nc6', 'e4', 'e6']
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../test-data/test\images\carnaval_0580_fullpage.jpg

../test-data/test\images\carnaval_0589_fullpage.jpg

../test-data/test\images\carnaval_0590_fullpage.jpg

evaluating  100 ...
../test-data/test\images\carnaval_0592_fullpage.jpg

../test-data/test\images\carnaval_0596_fullpage.jpg

../test-data/test\images\carnaval_0598_fullpage.jpg

../test-data/test\images\carnaval_0601_fullpage.jpg

../test-data/test\images\carnaval_0606_fullpage.jpg

../test-data/test\images\carnaval_0607_fullpage.jpg

../test-data/test\images\carnaval_0608_fullpage.jpg

../test-data/test\images\carnaval_0614_fullpage.jpg

../test-data/test\images\carnaval_0625_fullpage.jpg

../test-data/test\images\carnaval_0626_fullpage.jpg

../test-data/test\images\carnaval_0629_fullpage.jpg

../test-data/test\images\carnaval_0648_fullpage.jpg

../test-data/test\images\carnaval_0655_fullpage.jpg

../test-data/test\images\carnaval_0676_fullpage.jpg

len 1 accuracy 0.8859649300575256 cir 0.055555556
len 2 accuracy 0.8684210777282715 cir 0.07967836
len 3 accuracy 0.871345043182373 cir 0.081140354
len 4 accuracy 0.844298243522644 cir 0.09813596